{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "fc9bb7fd",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib \n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import chardet\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "61de062d",
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(\"total_final_score1.csv\", 'rb') as f:\n",
    "    result = chardet.detect(f.read())\n",
    "userScore = pd.read_csv(\"total_final_score1.csv\", encoding=result['encoding'])\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "2046c7f6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "        ownerinfo_login  coding_score  pm_score  engagement_score  \\\n",
      "0                DanySK       91.7270       100               100   \n",
      "1             bgruening       90.2535       100               100   \n",
      "2               ardalis       95.6830       100                95   \n",
      "3               Clivern       83.4755       100                85   \n",
      "4            tianhaoz95       87.1755       100                95   \n",
      "...                 ...           ...       ...               ...   \n",
      "317268  hendeletfonseca       24.0500         0                 0   \n",
      "317269        YiweiShen       24.0500         0                 0   \n",
      "317270           Mar-42       10.0000         0                 0   \n",
      "317271           Jun-65       10.0000         0                 0   \n",
      "317272        2022/1/16       10.0000         0                 0   \n",
      "\n",
      "        learn_score  team_score  total_score  \n",
      "0                90          15    84.985277  \n",
      "1                80          34    84.579279  \n",
      "2                60          65    82.968633  \n",
      "3                70          76    82.923800  \n",
      "4                80          31    82.573001  \n",
      "...             ...         ...          ...  \n",
      "317268            0           0     3.631550  \n",
      "317269            0           0     3.631550  \n",
      "317270            0           0     1.510000  \n",
      "317271            0           0     1.510000  \n",
      "317272            0           0     1.510000  \n",
      "\n",
      "[317273 rows x 7 columns]\n"
     ]
    }
   ],
   "source": [
    "print(userScore)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "bce77f2a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0         84.985277\n",
      "1         84.579279\n",
      "2         82.968633\n",
      "3         82.923800\n",
      "4         82.573001\n",
      "            ...    \n",
      "317268     3.631550\n",
      "317269     3.631550\n",
      "317270     1.510000\n",
      "317271     1.510000\n",
      "317272     1.510000\n",
      "Name: total_score, Length: 317273, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "userTotalScore = userScore['total_score']\n",
    "print(userTotalScore)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "31f8026b",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#绘制分布直方图\n",
    "plt.suptitle(\"开发者价值分数分布\")\n",
    "plt.hist(userTotalScore, bins=20, range=(0,100), color='red') #0-100分 分成十段\n",
    "plt.xlabel(\"开发者价值分数段\")\n",
    "plt.ylabel(\"人数\")\n",
    "plt.xlim(0,100)\n",
    "plt.xticks([0,5,10,15,20,25,30,35,40,45,50,55,60,65,70,75,80,85,90,95,100])\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "f0105ea0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "编程能力分数均值： 33.46743490326159\n",
      "项目管理能力分数均值： 31.388047517437663\n",
      "敬业度分数均值：  14.465649456461785\n",
      "学习能力分数均值：  13.81170159452585\n",
      "团队协作能力分数均值： 4.281530417022564\n"
     ]
    }
   ],
   "source": [
    "#计算每项能力的均值\n",
    "codingScore = userScore['coding_score'].mean()\n",
    "pmScore = userScore['pm_score'].mean()\n",
    "engagementScore = userScore['engagement_score'].mean()\n",
    "learnScore = userScore['learn_score'].mean()\n",
    "teamScore = userScore['team_score'].mean()\n",
    "print('编程能力分数均值：',codingScore)\n",
    "print('项目管理能力分数均值：',pmScore)\n",
    "print('敬业度分数均值： ',engagementScore)\n",
    "print('学习能力分数均值： ',learnScore)\n",
    "print('团队协作能力分数均值：',teamScore)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "53694045",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "matplotlib.rcParams['font.family']='SimHei'\n",
    "matplotlib.rcParams['font.sans-serif']=['SimHei']\n",
    "\n",
    "labels = np.array([\"编程能力\", \"项目管理能力\", \"敬业度\", \"学习能力\", \"团队协作能力\"])\n",
    "dataLenth = 5\n",
    "avg_data = np.array([33.467, 31.388, 14.465, 13.811, 4.28])\n",
    "angles = np.linspace(0,2*np.pi,dataLenth,endpoint=False)\n",
    "avg_data = np.concatenate((avg_data,[avg_data[0]])) \n",
    "angles = np.concatenate((angles,[angles[0]]))\n",
    "labels=np.concatenate((labels,[labels[0]]))\n",
    "\n",
    "fig=plt.figure(facecolor=\"white\")\n",
    "# plt.suptitle(\"开发者各项能力均值\")\n",
    "plt.subplot(111,polar=True)\n",
    "plt.plot(angles, avg_data, color='blue', linewidth=2)\n",
    "plt.fill(angles, avg_data, facecolor='blue', alpha=0.25)\n",
    "plt.thetagrids(angles*180/np.pi, labels)\n",
    "plt.figtext(0.52,0.95,'开发者各项能力均值', ha='center')\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d03c502e",
   "metadata": {},
   "outputs": [],
   "source": [
    "ability_score = userScore.drop(columns=[\"ownerinfo_login\"])\n"
   ]
  }
 ],
 "metadata": {
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